{
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   "metadata": {},
   "source": [
    "乐学偶得 版权所有 主讲人 ：William 由LX_LAB教研团队提供技术支持 乐学偶得版权所有  公众号：乐学Fintech  正版视频课程 网易云课堂：乐学偶得 "
   ]
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   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![6.Gaussian_Noise.png](attachment:6.Gaussian_Noise.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "from PIL import ImageFilter\n",
    "img = Image.open(\"6.Gaussian_Noise.png\")\n",
    "blurred_img = img.filter(ImageFilter.GaussianBlur(5))\n",
    "blurred_img.show()\n",
    "img.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from skimage import io\n",
    "from skimage import filters\n",
    "img = io.imread(\"6.Gaussian_Noise.png\")\n",
    "blurred_img = filters.gaussian(img,sigma=1)\n",
    "io.imshow(blurred_img)\n",
    "io.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
